Open chromatin assays are known to have significant GC bias. Please take this
into consideration as necessary.
Library complexity quality metrics
Library complexity (filtered non-mito BAM)
rep1
rep2
ctl1
Total Fragments
8011950
8069444
12904749
Distinct Fragments
7674572
7746739
12348328
Positions with Two Read
290116
275970
487819
NRF = Distinct/Total
0.957891
0.960009
0.956882
PBC1 = OneRead/Distinct
0.959997
0.962301
0.958616
PBC2 = OneRead/TwoRead
25.395249
27.01269
24.265781
Mitochondrial reads are filtered out by default.
The non-redundant fraction (NRF) is the fraction of non-redundant mapped reads
in a dataset; it is the ratio between the number of positions in the genome
that uniquely mapped reads map to and the total number of uniquely mappable
reads. The NRF should be > 0.8. The PBC1 is the ratio of genomic locations
with EXACTLY one read pair over the genomic locations with AT LEAST one read
pair. PBC1 is the primary measure, and the PBC1 should be close to 1.
Provisionally 0-0.5 is severe bottlenecking, 0.5-0.8 is moderate bottlenecking,
0.8-0.9 is mild bottlenecking, and 0.9-1.0 is no bottlenecking. The PBC2 is
the ratio of genomic locations with EXACTLY one read pair over the genomic
locations with EXACTLY two read pairs. The PBC2 should be significantly
greater than 1. See more details at
the ENCODE portal standard for ChIP-Seq pipeline
NRF (non redundant fraction)
PBC1 (PCR Bottleneck coefficient 1)
PBC2 (PCR Bottleneck coefficient 2)
PBC1 is the primary measure. Provisionally
0-0.5 is severe bottlenecking
0.5-0.8 is moderate bottlenecking
0.8-0.9 is mild bottlenecking
0.9-1.0 is no bottlenecking
Replication quality metrics
IDR (Irreproducible Discovery Rate) plots
Reproducibility QC and peak detection statistics
overlap
idr
Nt
8657
558
N1
7543
264
N2
8716
295
Np
9073
519
N optimal
9073
558
N conservative
8657
558
Optimal Set
pooled-pr1_vs_pooled-pr2
rep1_vs_rep2
Conservative Set
rep1_vs_rep2
rep1_vs_rep2
Rescue Ratio
1.0480535982441954
1.0751445086705202
Self Consistency Ratio
1.1555084184011666
1.1174242424242424
Reproducibility Test
pass
pass
Reproducibility QC
N1: Replicate 1 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep1 reads)
N2: Replicate 2 self-consistent peaks (comparing two pseudoreplicates generated by subsampling Rep2 reads)
Ni: Replicate i self-consistent peaks (comparing two pseudoreplicates generated by subsampling RepX reads)
Nt: True Replicate consistent peaks (comparing true replicates Rep1 vs Rep2)
Np: Pooled-pseudoreplicate consistent peaks (comparing two pseudoreplicates generated by subsampling pooled reads from Rep1 and Rep2)
Self-consistency Ratio: max(N1,N2) / min (N1,N2)
Rescue Ratio: max(Np,Nt) / min (Np,Nt)
Reproducibility Test: If Self-consistency Ratio >2 AND Rescue Ratio > 2, then 'Fail' else 'Pass'
Number of raw peaks
rep1
rep2
Number of peaks
17050
23178
Top 300000 raw peaks from spp with FDR 0.01
Peak calling statistics
Peak region size
rep1
rep2
idr_opt
overlap_opt
Min size
145.0
140.0
141.0
141.0
25 percentile
580.0
560.0
564.0
564.0
50 percentile (median)
580.0
560.0
564.0
564.0
75 percentile
580.0
560.0
564.0
564.0
Max size
580.0
560.0
564.0
564.0
Mean
579.3789442815249
559.6031150228665
519.1326164874552
561.2261655461259
Enrichment / Signal-to-noise ratio
Strand cross-correlation measures (trimmed/filtered SE BAM)
rep1
rep2
Number of Subsampled Reads
8011950
8069444
Estimated Fragment Length
195
165
Cross-correlation at Estimated Fragment Length
0.753834595297749
0.756208739667992
Phantom Peak
50
50
Cross-correlation at Phantom Peak
0.7534371
0.7553858
Argmin of Cross-correlation
1500
1500
Minimum of Cross-correlation
0.7487499
0.7503732
NSC (Normalized Strand Cross-correlation coeff.)
1.006791
1.007777
RSC (Relative Strand Cross-correlation coeff.)
1.084805
1.164165
Performed on subsampled (15000000) reads mapped from FASTQs that are trimmed to 50.
Such FASTQ trimming and subsampling reads are for cross-corrleation analysis only.
Untrimmed FASTQs are used for all the other analyses.
NOTE1: For SE datasets, reads from replicates are randomly subsampled to 15000000.
NOTE2: For PE datasets, the first end (R1) of each read-pair is selected and trimmed to 50 the reads are then randomly subsampled to 15000000.
Normalized strand cross-correlation coefficient (NSC) = col9 in outFile
Relative strand cross-correlation coefficient (RSC) = col10 in outFile
Estimated fragment length = col3 in outFile, take the top value
Jensen-Shannon distance (filtered/deduped BAM)
rep1
rep2
AUC
0.399406581827446
0.39469604145016435
Synthetic AUC
0.4967270167537866
0.49674290028675583
X-intercept
0.029636135007285284
0.029620167262130497
Synthetic X-intercept
0.0
0.0
Elbow Point
0.4572184187940361
0.466825013472785
Synthetic Elbow Point
0.49919009508172546
0.4969683169048772
JS Distance
0.0246020833331499
0.030892754033194497
Synthetic JS Distance
0.14414680933402615
0.15001901782020696
% Genome Enriched
35.04141633899523
34.56198479072274
Diff. Enrichment
6.394432863900934
7.000494537704826
CHANCE Divergence
0.054695936638808694
0.05990171266995153
Peak enrichment
Fraction of reads in peaks (FRiP)
FRiP for spp raw peaks
rep1
rep2
rep1-pr1
rep2-pr1
rep1-pr2
rep2-pr2
pooled
pooled-pr1
pooled-pr2
Fraction of Reads in Peaks
0.13468602940151686
0.17509368491056804
0.18671704856877885
0.18841447788969012
0.18749653201010036
0.2017630131121455
0.16297650271697403
0.16517370469987114
0.1569393474102226
FRiP for overlap peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.06942484261476413
0.06383471191069741
0.07158466532660879
0.07285072352061184
FRiP for IDR peaks
rep1_vs_rep2
rep1-pr1_vs_rep1-pr2
rep2-pr1_vs_rep2-pr2
pooled-pr1_vs_pooled-pr2
Fraction of Reads in Peaks
0.007700194324687195
0.0041680999937608754
0.004683148742037653
0.007148962749281743
For spp raw peaks:
repX: Peak from true replicate X
repX-prY: Peak from Yth pseudoreplicates from replicate X
pooled: Peak from pooled true replicates (pool of rep1, rep2, ...)
pooled-pr1: Peak from 1st pooled pseudo replicate (pool of rep1-pr1, rep2-pr1, ...)
pooled-pr2: Peak from 2nd pooled pseudo replicate (pool of rep1-pr2, rep2-pr2, ...)
For overlap/IDR peaks:
repX_vs_repY: Comparing two peaks from true replicates X and Y
repX-pr1_vs_repX-pr2: Comparing two peaks from both pseudoreplicates from replicate X
pooled-pr1_vs_pooled-pr2: Comparing two peaks from 1st and 2nd pooled pseudo replicates